Lemma REF  focuses on the \(\textsc {fnr}\) , more specific than the empirical risk but which can be controlled through a variety of criteria that correct class imbalance [1]}. We also notice the data-fairness friendly nature of the Lemma: as \(\tau \)  increases, constraints on the model error are relaxed and guarantees on equal opportunity can be tighter.
